Data Workflows

Buildings featured image

Buildings

Why should we care about buildings? Buildings account for a significant percentage of total energy use world-wide (about 24% in 2023). Building energy modeling provides an …

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Connected Traffic Signal Coordination Optimization Framework through Network-Wide Adaptive Linear Quadratic Regulator–Based Control Strategy featured image

Connected Traffic Signal Coordination Optimization Framework through Network-Wide Adaptive Linear Quadratic Regulator–Based Control Strategy

The 8 intersections controlled for the real-world experiments were divided into 3 groups based on the corridors on which they are located.

Jiho Park
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A traffic accident dataset for Chattanooga, Tennessee featured image

A traffic accident dataset for Chattanooga, Tennessee

This dataset combines data from traffic sensors, accident data, weather data, and daylight information into a comprehensive tagged traffic accident dataset. This dataset contains …

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Andreas Berres
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Semi-Automatic Geographic Information System Framework for Creating Photo-Realistic Digital Twin Cities to Support Autonomous Driving Research featured image

Semi-Automatic Geographic Information System Framework for Creating Photo-Realistic Digital Twin Cities to Support Autonomous Driving Research

Real-world road (top) and VR digital twin versions under two different light conditions (middle and bottom).

Haowen Xu
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A Mobile Edge Computing Framework for Traffic Optimization at Urban Intersections Through Cyber-Physical Integration featured image

A Mobile Edge Computing Framework for Traffic Optimization at Urban Intersections Through Cyber-Physical Integration

Setup for dynamometer testing (left) and view from inside the vehicle showing simulated traffic linked to the driver, and a mobile app showing speed recommendations (right).

Haowen Xu
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Smart Mobility in the Cloud: Enabling Real-Time Situational Awareness and Cyber-Physical Control Through a Digital Twin for Traffic featured image

Smart Mobility in the Cloud: Enabling Real-Time Situational Awareness and Cyber-Physical Control Through a Digital Twin for Traffic

Cyber-physical control experiments conducted through the CTwin’s cyberinfrastructure: Connecting traffic light controller at intersections with signal timing optimization …

Haowen Xu
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A Mobile App for Intersectional Traffic Optimization through Real-Time Vehicle-to-Infrastructure (V2I) Communication and Cyber-Physical Control featured image

A Mobile App for Intersectional Traffic Optimization through Real-Time Vehicle-to-Infrastructure (V2I) Communication and Cyber-Physical Control

Overview of the mobile app developed to provide driving recommendations based on vehicle location and the traffic signal state that is managed via a cloud-based communication …

Haowen Xu
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Deploying a Model Predictive Traffic Signal Control Algorithm - A Field Deployment Experiment Case Study featured image

Deploying a Model Predictive Traffic Signal Control Algorithm - A Field Deployment Experiment Case Study

Architecture diagram illustrating the workflow for real-time traffic signal control for our field experiments. GridSmart traffic data and TomTom speeds were preprocessed to feed …

Qichao Wang
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Computer Vision-Enabled Smart Traffic Monitoring for Sustainable Transportation Management featured image

Computer Vision-Enabled Smart Traffic Monitoring for Sustainable Transportation Management

Overview of available traffic signals, camera infrastructure, and parking lot locations on ORNL campus.

Yunli Shao
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A Data-Driven Approach to Nation-Scale Building Energy Modeling featured image

A Data-Driven Approach to Nation-Scale Building Energy Modeling

High-level workflow for large-scale building simulation with AutoBEM: The bottom part of the workflow represents the overall workflow while the top portion provides more detail …

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Andreas Berres
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